Using the Perceptron Algorithm to Find Consistent Hypotheses

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Description/Abstract

The perceptron learning algorithm yields quite naturally an algorithm for finding a linearly separable boolean function consistent with a sample of such a function. Using the idea of a specifying sample, we give a simple proof that this algorithm is not efficient, in general.